The news landed like a lead weight in Emma’s gut. A half-sister. Another daughter. She reread the message, the words blurring. Her mother, the woman who had always been distant, had a child she kept a secret? The betrayal stung.

She called her mother, her voice trembling. The woman on the other end answered casually, offering a brief, almost dismissive explanation. She was polite, even a little bit condescending. Emma felt her hands clench.

She visited her mother a week later and saw a photograph, of the sister. She saw a resemblance. She saw the new car parked in the driveway. She saw the careful way the sister’s hand rested on her mother’s arm. Emma excused herself and went outside to get some air.

Emotion: envious

Cluster: Shame / Guilt
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 1.58

Role in Research

This story is one of 1,000 stories generated for the emotion envious. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 envious stories, after denoising with neutral dialogue baselines, produces the envious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the envious vector is projected through the unembedding matrix.

Promoted:
S0.550
H0.431
B0.406
L0.403
envy0.365
Suppressed:
再び-0.262
мед-0.258
再次-0.246
own-0.239
พร้อม-0.231